Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Crossrail awards the first main contracts for £ 1.25 bn (1.5 bn Euro) / Crossrail vergibt die ersten Hauptbaulose für 1,5 Mrd. Euro Toronto Transit Commission awards contract for the extension of the subway / Toronto Transit Commsission vergibt Auftrag zur Erweiterung der U‐Bahn Further tunnelling starts on the new railway line Ebensfeld‐Erfurt‐Leipzig/Halle / Weitere Tunnelanschläge auf der Eisenbahn‐Neubaustrecke Ebensfeld‐Erfurt‐Leipzig/Halle Breakthrough of the Pinglu Tunnel / Durchschlag Pinglu‐Tunnel ÖBB tunnelling in the Lower Inn Valley complete / ÖBB‐Tunnelbau im Unterinntal abgeschlossen Refurbishment of the Arlberg rail tunnel completed / Sanierung des Arlberg‐Eisenbahntunnels abgeschlossen Roppener Tunnel in complete operation / Roppener Tunnel vollständig im Betrieb Bilfinger Berger sells Valemus Australia / Bilfinger Berger verkauft Valemus Australia Coastal Projects takes over 26 % of Seli / Coastal Projects übernimmt 26 % von Seli Call for papers – Themes for the next issues of Geomechanics and Tunnelling / Themen für die nächsten Ausgaben der “Geomechanics and Tunnelling”
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it